{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from datetime import datetime, timedelta\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>timestamp</th>\n",
       "      <th>Polarity</th>\n",
       "      <th>Sensitivity</th>\n",
       "      <th>Tweet_vol</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Volume_BTC</th>\n",
       "      <th>Volume_Dollar</th>\n",
       "      <th>Close_Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-07-11 20:00:00</td>\n",
       "      <td>0.102657</td>\n",
       "      <td>0.216148</td>\n",
       "      <td>4354.0</td>\n",
       "      <td>6342.97</td>\n",
       "      <td>6354.19</td>\n",
       "      <td>6291.00</td>\n",
       "      <td>986.73</td>\n",
       "      <td>6231532.37</td>\n",
       "      <td>6350.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-07-11 21:00:00</td>\n",
       "      <td>0.098004</td>\n",
       "      <td>0.218612</td>\n",
       "      <td>4432.0</td>\n",
       "      <td>6352.99</td>\n",
       "      <td>6370.00</td>\n",
       "      <td>6345.76</td>\n",
       "      <td>126.46</td>\n",
       "      <td>804221.55</td>\n",
       "      <td>6356.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-07-11 22:00:00</td>\n",
       "      <td>0.096688</td>\n",
       "      <td>0.231342</td>\n",
       "      <td>3980.0</td>\n",
       "      <td>6350.85</td>\n",
       "      <td>6378.47</td>\n",
       "      <td>6345.00</td>\n",
       "      <td>259.10</td>\n",
       "      <td>1646353.87</td>\n",
       "      <td>6361.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-07-11 23:00:00</td>\n",
       "      <td>0.103997</td>\n",
       "      <td>0.217739</td>\n",
       "      <td>3830.0</td>\n",
       "      <td>6362.36</td>\n",
       "      <td>6381.25</td>\n",
       "      <td>6356.74</td>\n",
       "      <td>81.54</td>\n",
       "      <td>519278.69</td>\n",
       "      <td>6368.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-07-12 00:00:00</td>\n",
       "      <td>0.094383</td>\n",
       "      <td>0.195256</td>\n",
       "      <td>3998.0</td>\n",
       "      <td>6369.49</td>\n",
       "      <td>6381.25</td>\n",
       "      <td>6361.83</td>\n",
       "      <td>124.55</td>\n",
       "      <td>793560.22</td>\n",
       "      <td>6380.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             timestamp  Polarity  Sensitivity  Tweet_vol     Open     High  \\\n",
       "0  2018-07-11 20:00:00  0.102657     0.216148     4354.0  6342.97  6354.19   \n",
       "1  2018-07-11 21:00:00  0.098004     0.218612     4432.0  6352.99  6370.00   \n",
       "2  2018-07-11 22:00:00  0.096688     0.231342     3980.0  6350.85  6378.47   \n",
       "3  2018-07-11 23:00:00  0.103997     0.217739     3830.0  6362.36  6381.25   \n",
       "4  2018-07-12 00:00:00  0.094383     0.195256     3998.0  6369.49  6381.25   \n",
       "\n",
       "       Low  Volume_BTC  Volume_Dollar  Close_Price  \n",
       "0  6291.00      986.73     6231532.37      6350.00  \n",
       "1  6345.76      126.46      804221.55      6356.48  \n",
       "2  6345.00      259.10     1646353.87      6361.93  \n",
       "3  6356.74       81.54      519278.69      6368.78  \n",
       "4  6361.83      124.55      793560.22      6380.00  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('sentiment-bitcoin.csv')\n",
    "df = df.rename(columns = {'Unnamed: 0': 'timestamp'})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simple metrics study"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    294.000000\n",
       "mean       0.099534\n",
       "std        0.012114\n",
       "min        0.051695\n",
       "25%        0.091489\n",
       "50%        0.099198\n",
       "75%        0.106649\n",
       "max        0.135088\n",
       "Name: Polarity, dtype: float64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Polarity'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    294.000000\n",
       "mean       0.214141\n",
       "std        0.014940\n",
       "min        0.174330\n",
       "25%        0.203450\n",
       "50%        0.214756\n",
       "75%        0.223910\n",
       "max        0.271796\n",
       "Name: Sensitivity, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Sensitivity'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      294.000000\n",
       "mean      4691.119048\n",
       "std       1048.922706\n",
       "min       2998.000000\n",
       "25%       3878.750000\n",
       "50%       4452.000000\n",
       "75%       5429.750000\n",
       "max      10452.000000\n",
       "Name: Tweet_vol, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Tweet_vol'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     294.000000\n",
       "mean     6920.150000\n",
       "std       565.424866\n",
       "min      6149.110000\n",
       "25%      6283.497500\n",
       "50%      7281.975000\n",
       "75%      7424.560000\n",
       "max      7750.090000\n",
       "Name: Close_Price, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Close_Price'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detecting outliers / sudden spikes in our close prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def detect(signal, treshold = 2.0):\n",
    "    detected = []\n",
    "    for i in range(len(signal)):\n",
    "        if np.abs(signal[i]) > treshold:\n",
    "            detected.append(i)\n",
    "    return detected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    2.940000e+02\n",
       "mean     2.223467e-15\n",
       "std      1.001705e+00\n",
       "min     -1.365972e+00\n",
       "25%     -1.127892e+00\n",
       "50%      6.410081e-01\n",
       "75%      8.936113e-01\n",
       "95%      1.375160e+00\n",
       "max      1.470319e+00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signal = np.copy(df['Close_Price'].values)\n",
    "std_signal = (signal - np.mean(signal)) / np.std(signal)\n",
    "s = pd.Series(std_signal)\n",
    "s.describe(percentiles = [0.25, 0.5, 0.75, 0.95])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "outliers = detect(std_signal, 1.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda931a5b00>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "plt.plot(np.arange(len(signal)), signal)\n",
    "plt.plot(\n",
    "    np.arange(len(signal)),\n",
    "    signal,\n",
    "    'X',\n",
    "    label = 'outliers',\n",
    "    markevery = outliers,\n",
    "    c = 'r',\n",
    ")\n",
    "plt.xticks(\n",
    "    np.arange(len(signal))[::15], df['timestamp'][::15], rotation = 'vertical'\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "minmax = MinMaxScaler().fit(df[['Polarity', 'Sensitivity', 'Close_Price']])\n",
    "scaled = minmax.transform(df[['Polarity', 'Sensitivity', 'Close_Price']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda6e5142b0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "plt.plot(np.arange(len(signal)), scaled[:, 0], label = 'Scaled polarity')\n",
    "plt.plot(np.arange(len(signal)), scaled[:, 1], label = 'Scaled sensitivity')\n",
    "plt.plot(np.arange(len(signal)), scaled[:, 2], label = 'Scaled closed price')\n",
    "plt.plot(\n",
    "    np.arange(len(signal)),\n",
    "    scaled[:, 0],\n",
    "    'X',\n",
    "    label = 'outliers polarity based on close',\n",
    "    markevery = outliers,\n",
    "    c = 'r',\n",
    ")\n",
    "plt.plot(\n",
    "    np.arange(len(signal)),\n",
    "    scaled[:, 1],\n",
    "    'o',\n",
    "    label = 'outliers polarity based on close',\n",
    "    markevery = outliers,\n",
    "    c = 'r',\n",
    ")\n",
    "plt.xticks(\n",
    "    np.arange(len(signal))[::15], df['timestamp'][::15], rotation = 'vertical'\n",
    ")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Doesnt show much from trending, how about covariance correlation?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pearson correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda6e016978>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colormap = plt.cm.RdBu\n",
    "plt.figure(figsize = (15, 7))\n",
    "plt.title('pearson correlation', y = 1.05, size = 16)\n",
    "\n",
    "mask = np.zeros_like(df.corr())\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "sns.heatmap(\n",
    "    df.corr(),\n",
    "    mask = mask,\n",
    "    linewidths = 0.1,\n",
    "    vmax = 1.0,\n",
    "    square = True,\n",
    "    cmap = colormap,\n",
    "    linecolor = 'white',\n",
    "    annot = True,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def df_shift(df, lag = 0, start = 1, skip = 1, rejected_columns = []):\n",
    "    df = df.copy()\n",
    "    if not lag:\n",
    "        return df\n",
    "    cols = {}\n",
    "    for i in range(start, lag + 1, skip):\n",
    "        for x in list(df.columns):\n",
    "            if x not in rejected_columns:\n",
    "                if not x in cols:\n",
    "                    cols[x] = ['{}_{}'.format(x, i)]\n",
    "                else:\n",
    "                    cols[x].append('{}_{}'.format(x, i))\n",
    "    for k, v in cols.items():\n",
    "        columns = v\n",
    "        dfn = pd.DataFrame(data = None, columns = columns, index = df.index)\n",
    "        i = 1\n",
    "        for c in columns:\n",
    "            dfn[c] = df[k].shift(periods = i)\n",
    "            i += 1\n",
    "        df = pd.concat([df, dfn], axis = 1, join_axes = [df.index])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(294, 70)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_new = df_shift(df, lag = 42, start = 7, skip = 7)\n",
    "df_new.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda6c720f28>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colormap = plt.cm.RdBu\n",
    "plt.figure(figsize = (30, 20))\n",
    "ax = plt.subplot(111)\n",
    "plt.title('42 hours correlation', y = 1.05, size = 16)\n",
    "selected_column = [\n",
    "    col\n",
    "    for col in list(df_new)\n",
    "    if any([k in col for k in ['Polarity', 'Sensitivity', 'Close']])\n",
    "]\n",
    "\n",
    "sns.heatmap(\n",
    "    df_new[selected_column].corr(),\n",
    "    ax = ax,\n",
    "    linewidths = 0.1,\n",
    "    vmax = 1.0,\n",
    "    square = True,\n",
    "    cmap = colormap,\n",
    "    linecolor = 'white',\n",
    "    annot = True,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How about we check trends from moving average? i chose 7, 14, 30 hours"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I think i had too much playing daily trending data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def moving_average(signal, period):\n",
    "    buffer = [np.nan] * period\n",
    "    for i in range(period, len(signal)):\n",
    "        buffer.append(signal[i - period : i].mean())\n",
    "    return buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal = np.copy(df['Close_Price'].values)\n",
    "ma_7 = moving_average(signal, 7)\n",
    "ma_14 = moving_average(signal, 14)\n",
    "ma_30 = moving_average(signal, 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda6c720b70>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "plt.plot(np.arange(len(signal)), signal, label = 'real signal')\n",
    "plt.plot(np.arange(len(signal)), ma_7, label = 'ma 7')\n",
    "plt.plot(np.arange(len(signal)), ma_14, label = 'ma 14')\n",
    "plt.plot(np.arange(len(signal)), ma_30, label = 'ma 30')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trends gonna increase anyway!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now deep learning LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_layers = 1\n",
    "learning_rate = 0.005\n",
    "size_layer = 128\n",
    "timestamp = 5\n",
    "epoch = 500\n",
    "dropout_rate = 0.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = pd.to_datetime(df.iloc[:, 0]).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model:\n",
    "    def __init__(\n",
    "        self, learning_rate, num_layers, size, size_layer, forget_bias = 0.8\n",
    "    ):\n",
    "        def lstm_cell(size_layer):\n",
    "            return tf.nn.rnn_cell.LSTMCell(size_layer, state_is_tuple = False)\n",
    "\n",
    "        rnn_cells = tf.nn.rnn_cell.MultiRNNCell(\n",
    "            [lstm_cell(size_layer) for _ in range(num_layers)],\n",
    "            state_is_tuple = False,\n",
    "        )\n",
    "        self.X = tf.placeholder(tf.float32, (None, None, size))\n",
    "        self.Y = tf.placeholder(tf.float32, (None, size))\n",
    "        drop = tf.contrib.rnn.DropoutWrapper(\n",
    "            rnn_cells, output_keep_prob = forget_bias\n",
    "        )\n",
    "        self.hidden_layer = tf.placeholder(\n",
    "            tf.float32, (None, num_layers * 2 * size_layer)\n",
    "        )\n",
    "        self.outputs, self.last_state = tf.nn.dynamic_rnn(\n",
    "            drop, self.X, initial_state = self.hidden_layer, dtype = tf.float32\n",
    "        )\n",
    "        self.logits = tf.layers.dense(\n",
    "            self.outputs[-1],\n",
    "            size,\n",
    "            kernel_initializer = tf.glorot_uniform_initializer(),\n",
    "        )\n",
    "        self.cost = tf.reduce_mean(tf.square(self.Y - self.logits))\n",
    "        self.optimizer = tf.train.AdamOptimizer(learning_rate).minimize(\n",
    "            self.cost\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.611105</td>\n",
       "      <td>0.429055</td>\n",
       "      <td>0.181916</td>\n",
       "      <td>0.125479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.555312</td>\n",
       "      <td>0.454335</td>\n",
       "      <td>0.192380</td>\n",
       "      <td>0.129527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.539534</td>\n",
       "      <td>0.584944</td>\n",
       "      <td>0.131741</td>\n",
       "      <td>0.132931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.627175</td>\n",
       "      <td>0.445375</td>\n",
       "      <td>0.111618</td>\n",
       "      <td>0.137210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.511893</td>\n",
       "      <td>0.214693</td>\n",
       "      <td>0.134156</td>\n",
       "      <td>0.144218</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0         1         2         3\n",
       "0  0.611105  0.429055  0.181916  0.125479\n",
       "1  0.555312  0.454335  0.192380  0.129527\n",
       "2  0.539534  0.584944  0.131741  0.132931\n",
       "3  0.627175  0.445375  0.111618  0.137210\n",
       "4  0.511893  0.214693  0.134156  0.144218"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "minmax = MinMaxScaler().fit(\n",
    "    df[['Polarity', 'Sensitivity', 'Tweet_vol', 'Close_Price']].astype(\n",
    "        'float32'\n",
    "    )\n",
    ")\n",
    "df_scaled = minmax.transform(\n",
    "    df[['Polarity', 'Sensitivity', 'Tweet_vol', 'Close_Price']].astype(\n",
    "        'float32'\n",
    "    )\n",
    ")\n",
    "df_scaled = pd.DataFrame(df_scaled)\n",
    "df_scaled.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:<tensorflow.python.ops.rnn_cell_impl.LSTMCell object at 0x7fda6e020828>: Using a concatenated state is slower and will soon be deprecated.  Use state_is_tuple=True.\n"
     ]
    }
   ],
   "source": [
    "tf.reset_default_graph()\n",
    "modelnn = Model(\n",
    "    learning_rate, num_layers, df_scaled.shape[1], size_layer, dropout_rate\n",
    ")\n",
    "sess = tf.InteractiveSession()\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to scale our data between 0 - 1 or any scaled you wanted, but must not less than -1 and more than 1, because LSTM is using tanh function, squashing high values can caused gradient vanishing later"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 100 avg loss: 0.009472558752569402\n",
      "epoch: 200 avg loss: 0.007681161466311535\n",
      "epoch: 300 avg loss: 0.006072720400346765\n",
      "epoch: 400 avg loss: 0.005432833451777697\n",
      "epoch: 500 avg loss: 0.0048205173004354385\n"
     ]
    }
   ],
   "source": [
    "for i in range(epoch):\n",
    "    init_value = np.zeros((1, num_layers * 2 * size_layer))\n",
    "    total_loss = 0\n",
    "    for k in range(0, (df_scaled.shape[0] // timestamp) * timestamp, timestamp):\n",
    "        batch_x = np.expand_dims(\n",
    "            df_scaled.iloc[k : k + timestamp].values, axis = 0\n",
    "        )\n",
    "        batch_y = df_scaled.iloc[k + 1 : k + timestamp + 1].values\n",
    "        last_state, _, loss = sess.run(\n",
    "            [modelnn.last_state, modelnn.optimizer, modelnn.cost],\n",
    "            feed_dict = {\n",
    "                modelnn.X: batch_x,\n",
    "                modelnn.Y: batch_y,\n",
    "                modelnn.hidden_layer: init_value,\n",
    "            },\n",
    "        )\n",
    "        init_value = last_state\n",
    "        total_loss += loss\n",
    "    total_loss /= df.shape[0] // timestamp\n",
    "    if (i + 1) % 100 == 0:\n",
    "        print('epoch:', i + 1, 'avg loss:', total_loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict_future(future_count, df, dates, indices = {}):\n",
    "    date_ori = dates[:]\n",
    "    cp_df = df.copy()\n",
    "    output_predict = np.zeros((cp_df.shape[0] + future_count, cp_df.shape[1]))\n",
    "    output_predict[0] = cp_df.iloc[0]\n",
    "    upper_b = (cp_df.shape[0] // timestamp) * timestamp\n",
    "    init_value = np.zeros((1, num_layers * 2 * size_layer))\n",
    "    for k in range(0, (df.shape[0] // timestamp) * timestamp, timestamp):\n",
    "        out_logits, last_state = sess.run(\n",
    "            [modelnn.logits, modelnn.last_state],\n",
    "            feed_dict = {\n",
    "                modelnn.X: np.expand_dims(\n",
    "                    cp_df.iloc[k : k + timestamp], axis = 0\n",
    "                ),\n",
    "                modelnn.hidden_layer: init_value,\n",
    "            },\n",
    "        )\n",
    "        init_value = last_state\n",
    "        output_predict[k + 1 : k + timestamp + 1] = out_logits\n",
    "    out_logits, last_state = sess.run(\n",
    "        [modelnn.logits, modelnn.last_state],\n",
    "        feed_dict = {\n",
    "            modelnn.X: np.expand_dims(cp_df.iloc[upper_b:], axis = 0),\n",
    "            modelnn.hidden_layer: init_value,\n",
    "        },\n",
    "    )\n",
    "    init_value = last_state\n",
    "    output_predict[upper_b + 1 : cp_df.shape[0] + 1] = out_logits\n",
    "    cp_df.loc[cp_df.shape[0]] = out_logits[-1]\n",
    "    date_ori.append(date_ori[-1] + timedelta(hours = 1))\n",
    "    if indices:\n",
    "        for key, item in indices.items():\n",
    "            cp_df.iloc[-1, key] = item\n",
    "    for i in range(future_count - 1):\n",
    "        out_logits, last_state = sess.run(\n",
    "            [modelnn.logits, modelnn.last_state],\n",
    "            feed_dict = {\n",
    "                modelnn.X: np.expand_dims(cp_df.iloc[-timestamp:], axis = 0),\n",
    "                modelnn.hidden_layer: init_value,\n",
    "            },\n",
    "        )\n",
    "        init_value = last_state\n",
    "        output_predict[cp_df.shape[0]] = out_logits[-1]\n",
    "        cp_df.loc[cp_df.shape[0]] = out_logits[-1]\n",
    "        date_ori.append(date_ori[-1] + timedelta(hours = 1))\n",
    "        if indices:\n",
    "            for key, item in indices.items():\n",
    "                cp_df.iloc[-1, key] = item\n",
    "    return {'date_ori': date_ori, 'df': cp_df.values}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define some smoothing, using previous value as an anchor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def anchor(signal, weight):\n",
    "    buffer = []\n",
    "    last = signal[0]\n",
    "    for i in signal:\n",
    "        smoothed_val = last * weight + (1 - weight) * i\n",
    "        buffer.append(smoothed_val)\n",
    "        last = smoothed_val\n",
    "    return buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_30 = predict_future(30, df_scaled, dates)\n",
    "predict_30['df'] = minmax.inverse_transform(predict_30['df'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda5830b128>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "plt.plot(\n",
    "    np.arange(len(predict_30['date_ori'])),\n",
    "    anchor(predict_30['df'][:, -1], 0.5),\n",
    "    label = 'predict signal',\n",
    ")\n",
    "plt.plot(np.arange(len(signal)), signal, label = 'real signal')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What happen if polarity is double from the max? Polarity is first index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.6198966986921897"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_polarity = (minmax.data_max_[0] * 2 - minmax.data_min_[0]) / (\n",
    "    minmax.data_max_[0] - minmax.data_min_[0]\n",
    ")\n",
    "scaled_polarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda581ac5c0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "\n",
    "for retry in range(3):\n",
    "    plt.subplot(3, 1, retry + 1)\n",
    "    predict_30 = predict_future(\n",
    "        30, df_scaled, dates, indices = {0: scaled_polarity}\n",
    "    )\n",
    "    predict_30['df'] = minmax.inverse_transform(predict_30['df'])\n",
    "    plt.plot(\n",
    "        np.arange(len(predict_30['date_ori'])),\n",
    "        anchor(predict_30['df'][:, -1], 0.5),\n",
    "        label = 'predict signal',\n",
    "    )\n",
    "    plt.plot(np.arange(len(signal)), signal, label = 'real signal')\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I retried for 3 times just to study how fitted our model is, if every retry has big trend changes, so we need to retrain again."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What happen if polarity is quadriple from the max? Polarity is first index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.8596900960765685"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_polarity = (minmax.data_max_[0] * 4 - minmax.data_min_[0]) / (\n",
    "    minmax.data_max_[0] - minmax.data_min_[0]\n",
    ")\n",
    "scaled_polarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda582bbcc0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "\n",
    "for retry in range(3):\n",
    "    plt.subplot(3, 1, retry + 1)\n",
    "    predict_30 = predict_future(\n",
    "        30, df_scaled, dates, indices = {0: scaled_polarity}\n",
    "    )\n",
    "    predict_30['df'] = minmax.inverse_transform(predict_30['df'])\n",
    "    plt.plot(\n",
    "        np.arange(len(predict_30['date_ori'])),\n",
    "        anchor(predict_30['df'][:, -1], 0.5),\n",
    "        label = 'predict signal',\n",
    "    )\n",
    "    plt.plot(np.arange(len(signal)), signal, label = 'real signal')\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What happen if polarity is quadriple from the min? polarity is first index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.46492252401914214"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_polarity = (minmax.data_min_[0] / 4 - minmax.data_min_[0]) / (\n",
    "    minmax.data_max_[0] - minmax.data_min_[0]\n",
    ")\n",
    "scaled_polarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda5808a518>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "\n",
    "for retry in range(3):\n",
    "    plt.subplot(3, 1, retry + 1)\n",
    "    predict_30 = predict_future(\n",
    "        30, df_scaled, dates, indices = {0: scaled_polarity}\n",
    "    )\n",
    "    predict_30['df'] = minmax.inverse_transform(predict_30['df'])\n",
    "    plt.plot(\n",
    "        np.arange(len(predict_30['date_ori'])),\n",
    "        anchor(predict_30['df'][:, -1], 0.5),\n",
    "        label = 'predict signal',\n",
    "    )\n",
    "    plt.plot(np.arange(len(signal)), signal, label = 'real signal')\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second graph is skewed, but we got 2 graphs represented positive trends"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the model learnt that, polarity gives negative correlation to the model. If polarity is increase, the trend is decreasing, vice versa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What happen if sentiment volume is double from the max? Volume is third index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.4022001609873893"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_volume = (minmax.data_max_[2] * 2 - minmax.data_min_[2]) / (\n",
    "    minmax.data_max_[2] - minmax.data_min_[2]\n",
    ")\n",
    "scaled_volume\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda582bb0f0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "\n",
    "for retry in range(3):\n",
    "    plt.subplot(3, 1, retry + 1)\n",
    "    predict_30 = predict_future(\n",
    "        30, df_scaled, dates, indices = {2: scaled_volume}\n",
    "    )\n",
    "    predict_30['df'] = minmax.inverse_transform(predict_30['df'])\n",
    "    plt.plot(\n",
    "        np.arange(len(predict_30['date_ori'])),\n",
    "        anchor(predict_30['df'][:, -1], 0.5),\n",
    "        label = 'predict signal',\n",
    "    )\n",
    "    plt.plot(np.arange(len(signal)), signal, label = 'real signal')\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What happen if sentiment volume is double from the min? Volume is third index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.20110008049369466"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_volume = (minmax.data_min_[2] / 2 - minmax.data_min_[2]) / (\n",
    "    minmax.data_max_[2] - minmax.data_min_[2]\n",
    ")\n",
    "scaled_volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fda502ca710>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15, 7))\n",
    "\n",
    "for retry in range(3):\n",
    "    plt.subplot(3, 1, retry + 1)\n",
    "    predict_30 = predict_future(\n",
    "        30, df_scaled, dates, indices = {2: scaled_volume}\n",
    "    )\n",
    "    predict_30['df'] = minmax.inverse_transform(predict_30['df'])\n",
    "    plt.plot(\n",
    "        np.arange(len(predict_30['date_ori'])),\n",
    "        anchor(predict_30['df'][:, -1], 0.5),\n",
    "        label = 'predict signal',\n",
    "    )\n",
    "    plt.plot(np.arange(len(signal)), signal, label = 'real signal')\n",
    "    plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, volume does not brings any impact the learning so much"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
